Pandas Profiling Report

Dataset statistics

Number of variables	20
Number of observations	41106
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	6.3 MiB
Average record size in memory	160.0 B

Variable types

Categorical	6
Numeric	14

Alerts

`track` has a high cardinality: 35860 distinct values	High cardinality
`artist` has a high cardinality: 11904 distinct values	High cardinality
`uri` has a high cardinality: 40560 distinct values	High cardinality
`danceability` is highly overall correlated with `valence`	High correlation
`energy` is highly overall correlated with `loudness` and 1 other fields	High correlation
`loudness` is highly overall correlated with `energy` and 1 other fields	High correlation
`acousticness` is highly overall correlated with `energy` and 1 other fields	High correlation
`valence` is highly overall correlated with `danceability`	High correlation
`duration_ms` is highly overall correlated with `sections`	High correlation
`sections` is highly overall correlated with `duration_ms`	High correlation
`time_signature` is highly imbalanced (72.9%)	Imbalance
`track` is uniformly distributed	Uniform
`uri` is uniformly distributed	Uniform
`target` is uniformly distributed	Uniform
`key` has 5130 (12.5%) zeros	Zeros
`instrumentalness` has 11709 (28.5%) zeros	Zeros

Reproduction

Analysis started	2023-09-26 15:10:25.194414
Analysis finished	2023-09-26 15:11:47.101503
Duration	1 minute and 21.91 seconds
Software version	pandas-profiling v3.6.6
Download configuration	config.json

track
Categorical

HIGH CARDINALITY UNIFORM

Distinct	35860
Distinct (%)	87.2%
Missing	0
Missing (%)	0.0%
Memory size	321.3 KiB

Falling	17
Angel	13
Hold On	12
Crazy	12
You	12
Other values (35855)	41040

Length

Max length	254
Median length	135
Mean length	18.599645
Min length	1

Characters and Unicode

Total characters	764557
Distinct characters	333
Distinct categories	19 ?
Distinct scripts	9 ?
Distinct blocks	10 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	32370 ?
Unique (%)	78.7%

Sample

1st row	Nachtlager N. Granada - The Lower Castle Yard
2nd row	How's It Going To Be
3rd row	Heavenly Perverse
4th row	Era um Garoto Que Como Eu Amava os Beatles e os Rolling Stones (C'era un ragazzo)
5th row	Clavel Sevillano

Common Values

Value	Count	Frequency (%)
Falling	17	< 0.1%
Angel	13	< 0.1%
Hold On	12	< 0.1%
Crazy	12	< 0.1%
You	12	< 0.1%
Stay	11	< 0.1%
Forever	11	< 0.1%
Runaway	11	< 0.1%
Happy	11	< 0.1%
I Love You	10	< 0.1%
Other values (35850)	40986	99.7%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
the	5263	3.6%
	3790	2.6%
you	2722	1.9%
i	2364	1.6%
a	2154	1.5%
of	2054	1.4%
love	1947	1.3%
me	1825	1.2%
in	1773	1.2%
to	1602	1.1%
Other values (21633)	121403	82.6%

Most occurring characters

Value	Count	Frequency (%)
	105793	13.8%
e	70265	9.2%
o	48805	6.4%
a	45336	5.9%
n	38932	5.1%
i	36099	4.7%
r	33946	4.4%
t	33026	4.3%
l	24611	3.2%
s	24163	3.2%
Other values (323)	303581	39.7%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	493359	64.5%
Uppercase Letter	134711	17.6%
Space Separator	105793	13.8%
Other Punctuation	13799	1.8%
Decimal Number	6191	0.8%
Dash Punctuation	3808	0.5%
Open Punctuation	3033	0.4%
Close Punctuation	3030	0.4%
Other Letter	684	0.1%
Nonspacing Mark	48	< 0.1%
Other values (9)	101	< 0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
י	67	9.8%
ל	45	6.6%
ה	39	5.7%
ו	32	4.7%
א	24	3.5%
ב	24	3.5%
ר	22	3.2%
ד	20	2.9%
น	18	2.6%
נ	16	2.3%
Other values (123)	377	55.1%

Lowercase Letter

Value	Count	Frequency (%)
e	70265	14.2%
o	48805	9.9%
a	45336	9.2%
n	38932	7.9%
i	36099	7.3%
r	33946	6.9%
t	33026	6.7%
l	24611	5.0%
s	24163	4.9%
h	19124	3.9%
Other values (76)	119052	24.1%

Uppercase Letter

Value	Count	Frequency (%)
T	12976	9.6%
S	10250	7.6%
M	9982	7.4%
I	8890	6.6%
A	8792	6.5%
L	8330	6.2%
B	7678	5.7%
D	6607	4.9%
C	6330	4.7%
W	6240	4.6%
Other values (36)	48636	36.1%

Other Punctuation

Value	Count	Frequency (%)
'	5567	40.3%
.	2249	16.3%
,	2172	15.7%
:	1220	8.8%
"	783	5.7%
/	671	4.9%
&	322	2.3%
!	307	2.2%
?	301	2.2%
*	53	0.4%
Other values (11)	154	1.1%

Nonspacing Mark

Value	Count	Frequency (%)
้	11	22.9%
่	10	20.8%
ั	7	14.6%
ิ	6	12.5%
ี	4	8.3%
ุ	3	6.2%
ื	2	4.2%
็	2	4.2%
̃	1	2.1%
ึ	1	2.1%

Decimal Number

Value	Count	Frequency (%)
1	1283	20.7%
2	1074	17.3%
0	1006	16.2%
9	720	11.6%
7	378	6.1%
4	377	6.1%
6	371	6.0%
3	344	5.6%
5	328	5.3%
8	310	5.0%

Dash Punctuation

Value	Count	Frequency (%)
-	3799	99.8%
—	4	0.1%
–	3	0.1%
〜	2	0.1%

Math Symbol

Value	Count	Frequency (%)
+	13	48.1%
=	8	29.6%
~	3	11.1%
>	3	11.1%

Open Punctuation

Value	Count	Frequency (%)
(	2939	96.9%
[	92	3.0%
‚	2	0.1%

Close Punctuation

Value	Count	Frequency (%)
)	2938	97.0%
]	92	3.0%

Final Punctuation

Value	Count	Frequency (%)
’	29	90.6%
”	3	9.4%

Modifier Symbol

Value	Count	Frequency (%)
´	11	68.8%
`	5	31.2%

Other Symbol

Value	Count	Frequency (%)
°	3	75.0%
¦	1	25.0%

Modifier Letter

Value	Count	Frequency (%)
ー	2	66.7%
ๆ	1	33.3%

Space Separator

Value	Count	Frequency (%)
	105793	100.0%

Currency Symbol

Value	Count	Frequency (%)
$	11	100.0%

Connector Punctuation

Value	Count	Frequency (%)
_	6	100.0%

Initial Punctuation

Value	Count	Frequency (%)
‘	1	100.0%

Control

Value	Count	Frequency (%)
	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	627988	82.1%
Common	135754	17.8%
Hebrew	408	0.1%
Thai	230	< 0.1%
Cyrillic	89	< 0.1%
Han	48	< 0.1%
Katakana	27	< 0.1%
Hiragana	12	< 0.1%
Inherited	1	< 0.1%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	70265	11.2%
o	48805	7.8%
a	45336	7.2%
n	38932	6.2%
i	36099	5.7%
r	33946	5.4%
t	33026	5.3%
l	24611	3.9%
s	24163	3.8%
h	19124	3.0%
Other values (94)	253681	40.4%

Common

Value	Count	Frequency (%)
	105793	77.9%
'	5567	4.1%
-	3799	2.8%
(	2939	2.2%
)	2938	2.2%
.	2249	1.7%
,	2172	1.6%
1	1283	0.9%
:	1220	0.9%
2	1074	0.8%
Other values (46)	6720	5.0%

Han

Value	Count	Frequency (%)
全	2	4.2%
王	2	4.2%
版	1	2.1%
完	1	2.1%
枭	1	2.1%
雄	1	2.1%
我	1	2.1%
薔	1	2.1%
就	1	2.1%
年	1	2.1%
Other values (36)	36	75.0%

Thai

Value	Count	Frequency (%)
น	18	7.8%
เ	16	7.0%
า	15	6.5%
อ	13	5.7%
้	11	4.8%
ก	10	4.3%
่	10	4.3%
ง	10	4.3%
ร	9	3.9%
ด	8	3.5%
Other values (31)	110	47.8%

Cyrillic

Value	Count	Frequency (%)
о	12	13.5%
а	10	11.2%
н	7	7.9%
с	6	6.7%
р	5	5.6%
т	4	4.5%
е	4	4.5%
м	4	4.5%
ь	4	4.5%
к	3	3.4%
Other values (20)	30	33.7%

Hebrew

Value	Count	Frequency (%)
י	67	16.4%
ל	45	11.0%
ה	39	9.6%
ו	32	7.8%
א	24	5.9%
ב	24	5.9%
ר	22	5.4%
ד	20	4.9%
נ	16	3.9%
ת	15	3.7%
Other values (17)	104	25.5%

Katakana

Value	Count	Frequency (%)
ン	3	11.1%
ル	3	11.1%
イ	2	7.4%
ナ	2	7.4%
ト	2	7.4%
ジ	2	7.4%
ス	1	3.7%
ミ	1	3.7%
ア	1	3.7%
ヒ	1	3.7%
Other values (9)	9	33.3%

Hiragana

Value	Count	Frequency (%)
が	2	16.7%
ま	2	16.7%
の	2	16.7%
な	1	8.3%
へ	1	8.3%
い	1	8.3%
け	1	8.3%
し	1	8.3%
と	1	8.3%

Inherited

Value	Count	Frequency (%)
̃	1	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	761549	99.6%
None	2135	0.3%
Hebrew	408	0.1%
Thai	230	< 0.1%
Cyrillic	89	< 0.1%
Punctuation	55	< 0.1%
CJK	48	< 0.1%
Katakana	30	< 0.1%
Hiragana	12	< 0.1%
Diacriticals	1	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	105793	13.9%
e	70265	9.2%
o	48805	6.4%
a	45336	6.0%
n	38932	5.1%
i	36099	4.7%
r	33946	4.5%
t	33026	4.3%
l	24611	3.2%
s	24163	3.2%
Other values (79)	300573	39.5%

None

Value	Count	Frequency (%)
é	436	20.4%
ó	258	12.1%
ç	187	8.8%
ã	168	7.9%
á	158	7.4%
í	139	6.5%
ê	84	3.9%
è	83	3.9%
ñ	82	3.8%
ä	62	2.9%
Other values (51)	478	22.4%

Hebrew

Value	Count	Frequency (%)
י	67	16.4%
ל	45	11.0%
ה	39	9.6%
ו	32	7.8%
א	24	5.9%
ב	24	5.9%
ר	22	5.4%
ד	20	4.9%
נ	16	3.9%
ת	15	3.7%
Other values (17)	104	25.5%

Punctuation

Value	Count	Frequency (%)
’	29	52.7%
…	12	21.8%
—	4	7.3%
–	3	5.5%
”	3	5.5%
‚	2	3.6%
‘	1	1.8%
•	1	1.8%

Thai

Value	Count	Frequency (%)
น	18	7.8%
เ	16	7.0%
า	15	6.5%
อ	13	5.7%
้	11	4.8%
ก	10	4.3%
่	10	4.3%
ง	10	4.3%
ร	9	3.9%
ด	8	3.5%
Other values (31)	110	47.8%

Cyrillic

Value	Count	Frequency (%)
о	12	13.5%
а	10	11.2%
н	7	7.9%
с	6	6.7%
р	5	5.6%
т	4	4.5%
е	4	4.5%
м	4	4.5%
ь	4	4.5%
к	3	3.4%
Other values (20)	30	33.7%

Katakana

Value	Count	Frequency (%)
ン	3	10.0%
ル	3	10.0%
イ	2	6.7%
ナ	2	6.7%
ト	2	6.7%
ジ	2	6.7%
ー	2	6.7%
ス	1	3.3%
ミ	1	3.3%
ア	1	3.3%
Other values (11)	11	36.7%

Hiragana

Value	Count	Frequency (%)
が	2	16.7%
ま	2	16.7%
の	2	16.7%
な	1	8.3%
へ	1	8.3%
い	1	8.3%
け	1	8.3%
し	1	8.3%
と	1	8.3%

CJK

Value	Count	Frequency (%)
全	2	4.2%
王	2	4.2%
版	1	2.1%
完	1	2.1%
枭	1	2.1%
雄	1	2.1%
我	1	2.1%
薔	1	2.1%
就	1	2.1%
年	1	2.1%
Other values (36)	36	75.0%

Diacriticals

Value	Count	Frequency (%)
̃	1	100.0%

artist
Categorical

Distinct	11904
Distinct (%)	29.0%
Missing	0
Missing (%)	0.0%
Memory size	321.3 KiB

Traditional	207
Harry Belafonte	140
P. Susheela	130
Ennio Morricone	128
Jerry Goldsmith	124
Other values (11899)	40377

Length

Max length	88
Median length	79
Mean length	13.621783
Min length	1

Characters and Unicode

Total characters	559937
Distinct characters	148
Distinct categories	13 ?
Distinct scripts	4 ?
Distinct blocks	5 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	6698 ?
Unique (%)	16.3%

Sample

1st row	Traditional
2nd row	Third Eye Blind
3rd row	Dimmu Borgir
4th row	Os Incríveis
5th row	Javier Solís

Common Values

Value	Count	Frequency (%)
Traditional	207	0.5%
Harry Belafonte	140	0.3%
P. Susheela	130	0.3%
Ennio Morricone	128	0.3%
Jerry Goldsmith	124	0.3%
Vicente Fernández	116	0.3%
Antônio Carlos Jobim	109	0.3%
Gilberto Gil	88	0.2%
Frank Zappa	80	0.2%
Raimon	79	0.2%
Other values (11894)	39905	97.1%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
the	4530	4.9%
	1842	2.0%
featuring	1658	1.8%
john	586	0.6%
band	463	0.5%
of	419	0.5%
johnny	276	0.3%
orchestra	269	0.3%
joe	265	0.3%
brown	263	0.3%
Other values (11282)	82232	88.6%

Most occurring characters

Value	Count	Frequency (%)
e	52071	9.3%
	51697	9.2%
a	43216	7.7%
n	35841	6.4%
i	33715	6.0%
r	33334	6.0%
o	32189	5.7%
l	23372	4.2%
s	22072	3.9%
t	21981	3.9%
Other values (138)	210449	37.6%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	406151	72.5%
Uppercase Letter	95272	17.0%
Space Separator	51697	9.2%
Other Punctuation	4678	0.8%
Decimal Number	1180	0.2%
Dash Punctuation	682	0.1%
Close Punctuation	69	< 0.1%
Other Letter	67	< 0.1%
Open Punctuation	60	< 0.1%
Currency Symbol	51	< 0.1%
Other values (3)	30	< 0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	52071	12.8%
a	43216	10.6%
n	35841	8.8%
i	33715	8.3%
r	33334	8.2%
o	32189	7.9%
l	23372	5.8%
s	22072	5.4%
t	21981	5.4%
h	15972	3.9%
Other values (43)	92388	22.7%

Uppercase Letter

Value	Count	Frequency (%)
T	8808	9.2%
B	8040	8.4%
S	7885	8.3%
M	6547	6.9%
C	6411	6.7%
J	5548	5.8%
D	5221	5.5%
A	4697	4.9%
R	4671	4.9%
F	4631	4.9%
Other values (25)	32813	34.4%

Other Letter

Value	Count	Frequency (%)
窒	7	10.4%
息	7	10.4%
ク	6	9.0%
ラ	4	6.0%
イ	3	4.5%
ン	2	3.0%
ヴ	2	3.0%
ァ	2	3.0%
フ	2	3.0%
エ	2	3.0%
Other values (18)	30	44.8%

Other Punctuation

Value	Count	Frequency (%)
&	1808	38.6%
.	1693	36.2%
'	548	11.7%
,	350	7.5%
"	111	2.4%
!	97	2.1%
/	47	1.0%
:	9	0.2%
*	7	0.1%
?	5	0.1%
Other values (2)	3	0.1%

Decimal Number

Value	Count	Frequency (%)
2	210	17.8%
0	176	14.9%
4	150	12.7%
5	138	11.7%
1	120	10.2%
9	103	8.7%
3	96	8.1%
6	77	6.5%
8	71	6.0%
7	39	3.3%

Close Punctuation

Value	Count	Frequency (%)
)	65	94.2%
]	4	5.8%

Open Punctuation

Value	Count	Frequency (%)
(	56	93.3%
[	4	6.7%

Space Separator

Value	Count	Frequency (%)
	51697	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	682	100.0%

Currency Symbol

Value	Count	Frequency (%)
$	51	100.0%

Math Symbol

Value	Count	Frequency (%)
+	27	100.0%

Modifier Letter

Value	Count	Frequency (%)
ー	2	100.0%

Final Punctuation

Value	Count	Frequency (%)
’	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	501423	89.5%
Common	58447	10.4%
Katakana	50	< 0.1%
Han	17	< 0.1%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	52071	10.4%
a	43216	8.6%
n	35841	7.1%
i	33715	6.7%
r	33334	6.6%
o	32189	6.4%
l	23372	4.7%
s	22072	4.4%
t	21981	4.4%
h	15972	3.2%
Other values (78)	187660	37.4%

Common

Value	Count	Frequency (%)
	51697	88.5%
&	1808	3.1%
.	1693	2.9%
-	682	1.2%
'	548	0.9%
,	350	0.6%
2	210	0.4%
0	176	0.3%
4	150	0.3%
5	138	0.2%
Other values (22)	995	1.7%

Katakana

Value	Count	Frequency (%)
ク	6	12.0%
ラ	4	8.0%
イ	3	6.0%
ン	2	4.0%
ヴ	2	4.0%
ァ	2	4.0%
フ	2	4.0%
エ	2	4.0%
ト	2	4.0%
バ	2	4.0%
Other values (13)	23	46.0%

Han

Value	Count	Frequency (%)
窒	7	41.2%
息	7	41.2%
秋	1	5.9%
薫	1	5.9%
元	1	5.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	558285	99.7%
None	1580	0.3%
Katakana	54	< 0.1%
CJK	17	< 0.1%
Punctuation	1	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	52071	9.3%
	51697	9.3%
a	43216	7.7%
n	35841	6.4%
i	33715	6.0%
r	33334	6.0%
o	32189	5.8%
l	23372	4.2%
s	22072	4.0%
t	21981	3.9%
Other values (70)	208797	37.4%

None

Value	Count	Frequency (%)
é	357	22.6%
í	210	13.3%
á	201	12.7%
ô	118	7.5%
ç	110	7.0%
ó	86	5.4%
ü	83	5.3%
ã	69	4.4%
É	49	3.1%
ö	47	3.0%
Other values (27)	250	15.8%

CJK

Value	Count	Frequency (%)
窒	7	41.2%
息	7	41.2%
秋	1	5.9%
薫	1	5.9%
元	1	5.9%

Katakana

Value	Count	Frequency (%)
ク	6	11.1%
ラ	4	7.4%
イ	3	5.6%
ン	2	3.7%
・	2	3.7%
ヴ	2	3.7%
ァ	2	3.7%
フ	2	3.7%
エ	2	3.7%
ト	2	3.7%
Other values (15)	27	50.0%

Punctuation

Value	Count	Frequency (%)
’	1	100.0%

uri
Categorical

HIGH CARDINALITY UNIFORM

Distinct	40560
Distinct (%)	98.7%
Missing	0
Missing (%)	0.0%
Memory size	321.3 KiB

spotify:track:2fQ6sBFWaLv2Gxos4igHLy	3
spotify:track:0wz1LjDb9ZNEYwOmDJ3Q4b	3
spotify:track:0hA8G8smCwi1h1nmxyRqT3	3
spotify:track:7vvRkLPIvfjjmCIqNxBuEZ	3
spotify:track:3EgvmOhP3NQUHY7d6PDOUg	3
Other values (40555)	41091

Length

Max length	36
Median length	36
Mean length	36
Min length	36

Characters and Unicode

Total characters	1479816
Distinct characters	63
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	40023 ?
Unique (%)	97.4%

Sample

1st row	spotify:track:16BjtTPPOnzv83TQWrnQQf
2nd row	spotify:track:3Uvx1TO0Kg5HgGPk58lHXv
3rd row	spotify:track:1J1Z0XIL18hClKmm5T5ytO
4th row	spotify:track:0mrP69xWBmlnixuVLFqCSl
5th row	spotify:track:15fxd1I7i8BFsZhKwoKANr

Common Values

Value	Count	Frequency (%)
spotify:track:2fQ6sBFWaLv2Gxos4igHLy	3	< 0.1%
spotify:track:0wz1LjDb9ZNEYwOmDJ3Q4b	3	< 0.1%
spotify:track:0hA8G8smCwi1h1nmxyRqT3	3	< 0.1%
spotify:track:7vvRkLPIvfjjmCIqNxBuEZ	3	< 0.1%
spotify:track:3EgvmOhP3NQUHY7d6PDOUg	3	< 0.1%
spotify:track:3mRM4NM8iO7UBqrSigCQFH	3	< 0.1%
spotify:track:7tFiyTwD0nx5a1eklYtX2J	3	< 0.1%
spotify:track:0RgcOUQg4qYAEt9RIdf3oB	3	< 0.1%
spotify:track:4gGYiGsxhPYpsGIttWLwlT	3	< 0.1%
spotify:track:1E8wif6bVXurUgxV8Gfwrw	2	< 0.1%
Other values (40550)	41077	99.9%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
spotify:track:2fq6sbfwalv2gxos4ighly	3	< 0.1%
spotify:track:0ha8g8smcwi1h1nmxyrqt3	3	< 0.1%
spotify:track:7vvrklpivfjjmciqnxbuez	3	< 0.1%
spotify:track:3egvmohp3nquhy7d6pdoug	3	< 0.1%
spotify:track:3mrm4nm8io7ubqrsigcqfh	3	< 0.1%
spotify:track:7tfiytwd0nx5a1eklytx2j	3	< 0.1%
spotify:track:0rgcouqg4qyaet9ridf3ob	3	< 0.1%
spotify:track:4ggyigsxhpypsgittwlwlt	3	< 0.1%
spotify:track:0wz1ljdb9zneywomdj3q4b	3	< 0.1%
spotify:track:1wttltofvcjqm3sxsmkddx	2	< 0.1%
Other values (40550)	41077	99.9%

Most occurring characters

Value	Count	Frequency (%)
t	96179	6.5%
:	82212	5.6%
i	55181	3.7%
p	55174	3.7%
c	55127	3.7%
a	55083	3.7%
s	55073	3.7%
o	55068	3.7%
k	55056	3.7%
y	54986	3.7%
Other values (53)	860677	58.2%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	856395	57.9%
Uppercase Letter	360449	24.4%
Decimal Number	180760	12.2%
Other Punctuation	82212	5.6%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
t	96179	11.2%
i	55181	6.4%
p	55174	6.4%
c	55127	6.4%
a	55083	6.4%
s	55073	6.4%
o	55068	6.4%
k	55056	6.4%
y	54986	6.4%
r	54973	6.4%
Other values (16)	264495	30.9%

Uppercase Letter

Value	Count	Frequency (%)
A	14155	3.9%
I	14117	3.9%
H	14066	3.9%
J	13985	3.9%
E	13970	3.9%
V	13963	3.9%
C	13956	3.9%
F	13953	3.9%
Q	13924	3.9%
Z	13907	3.9%
Other values (16)	220453	61.2%

Decimal Number

Value	Count	Frequency (%)
1	19529	10.8%
5	19287	10.7%
6	19243	10.6%
4	19175	10.6%
0	19175	10.6%
3	19160	10.6%
2	19137	10.6%
7	18065	10.0%
9	14042	7.8%
8	13947	7.7%

Other Punctuation

Value	Count	Frequency (%)
:	82212	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1216844	82.2%
Common	262972	17.8%

Most frequent character per script

Latin

Value	Count	Frequency (%)
t	96179	7.9%
i	55181	4.5%
p	55174	4.5%
c	55127	4.5%
a	55083	4.5%
s	55073	4.5%
o	55068	4.5%
k	55056	4.5%
y	54986	4.5%
r	54973	4.5%
Other values (42)	624944	51.4%

Common

Value	Count	Frequency (%)
:	82212	31.3%
1	19529	7.4%
5	19287	7.3%
6	19243	7.3%
4	19175	7.3%
0	19175	7.3%
3	19160	7.3%
2	19137	7.3%
7	18065	6.9%
9	14042	5.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1479816	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
t	96179	6.5%
:	82212	5.6%
i	55181	3.7%
p	55174	3.7%
c	55127	3.7%
a	55083	3.7%
s	55073	3.7%
o	55068	3.7%
k	55056	3.7%
y	54986	3.7%
Other values (53)	860677	58.2%

danceability
Real number (ℝ)

Distinct	1048
Distinct (%)	2.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.53969496

Minimum	0
Maximum	0.988
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	321.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0.219
Q1	0.42
median	0.552
Q3	0.669
95-th percentile	0.815
Maximum	0.988
Range	0.988
Interquartile range (IQR)	0.249

Descriptive statistics

Standard deviation	0.17782076
Coefficient of variation (CV)	0.32948383
Kurtosis	-0.42377912
Mean	0.53969496
Median Absolute Deviation (MAD)	0.123
Skewness	-0.2517624
Sum	22184.701
Variance	0.031620224
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.62	116	0.3%
0.567	111	0.3%
0.652	108	0.3%
0.583	107	0.3%
0.551	106	0.3%
0.657	105	0.3%
0.61	102	0.2%
0.624	102	0.2%
0.6	101	0.2%
0.558	101	0.2%
Other values (1038)	40047	97.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.0576	1	< 0.1%
0.0588	1	< 0.1%
0.0593	1	< 0.1%
0.0596	2	< 0.1%
0.0597	1	< 0.1%
0.06	1	< 0.1%
0.0609	2	< 0.1%
0.061	1	< 0.1%
0.0617	1	< 0.1%

Value	Count	Frequency (%)
0.988	1	< 0.1%
0.986	1	< 0.1%
0.981	1	< 0.1%
0.98	2	< 0.1%
0.979	1	< 0.1%
0.978	3	< 0.1%
0.976	1	< 0.1%
0.974	3	< 0.1%
0.972	1	< 0.1%
0.97	1	< 0.1%

energy
Real number (ℝ)

Distinct	1787
Distinct (%)	4.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.57954489

Minimum	0.000251
Maximum	1
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	321.3 KiB

Quantile statistics

Minimum	0.000251
5-th percentile	0.12225
Q1	0.396
median	0.601
Q3	0.787
95-th percentile	0.948
Maximum	1
Range	0.999749
Interquartile range (IQR)	0.391

Descriptive statistics

Standard deviation	0.25262834
Coefficient of variation (CV)	0.43590815
Kurtosis	-0.79955249
Mean	0.57954489
Median Absolute Deviation (MAD)	0.195
Skewness	-0.32016812
Sum	23822.772
Variance	0.063821079
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.641	80	0.2%
0.727	78	0.2%
0.721	74	0.2%
0.621	74	0.2%
0.723	73	0.2%
0.724	73	0.2%
0.683	71	0.2%
0.498	71	0.2%
0.72	71	0.2%
0.695	70	0.2%
Other values (1777)	40371	98.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.000251	1	< 0.1%
0.000276	1	< 0.1%
0.000348	1	< 0.1%
0.000357	1	< 0.1%
0.000419	1	< 0.1%
0.000576	1	< 0.1%
0.000628	1	< 0.1%
0.000707	1	< 0.1%
0.00093	1	< 0.1%
0.000982	1	< 0.1%

Value	Count	Frequency (%)
1	4	< 0.1%
0.999	16	< 0.1%
0.998	24	0.1%
0.997	31	0.1%
0.996	30	0.1%
0.995	46	0.1%
0.994	30	0.1%
0.993	38	0.1%
0.992	32	0.1%
0.991	42	0.1%

key
Real number (ℝ)

Distinct	12
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.2135941

Minimum	0
Maximum	11
Zeros	5130
Zeros (%)	12.5%
Negative	0
Negative (%)	0.0%
Memory size	321.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	5
Q3	8
95-th percentile	11
Maximum	11
Range	11
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	3.534977
Coefficient of variation (CV)	0.67803072
Kurtosis	-1.2773755
Mean	5.2135941
Median Absolute Deviation (MAD)	3
Skewness	0.011140421
Sum	214310
Variance	12.496062
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
0	5130	12.5%
7	4962	12.1%
2	4619	11.2%
9	4469	10.9%
5	3790	9.2%
4	3323	8.1%
1	3278	8.0%
11	2815	6.8%
10	2728	6.6%
8	2345	5.7%
Other values (2)	3647	8.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	5130	12.5%
1	3278	8.0%
2	4619	11.2%
3	1430	3.5%
4	3323	8.1%
5	3790	9.2%
6	2217	5.4%
7	4962	12.1%
8	2345	5.7%
9	4469	10.9%

Value	Count	Frequency (%)
11	2815	6.8%
10	2728	6.6%
9	4469	10.9%
8	2345	5.7%
7	4962	12.1%
6	2217	5.4%
5	3790	9.2%
4	3323	8.1%
3	1430	3.5%
2	4619	11.2%

loudness
Real number (ℝ)

Distinct	16160
Distinct (%)	39.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-10.221525

Minimum	-49.253
Maximum	3.744
Zeros	0
Zeros (%)	0.0%
Negative	41100
Negative (%)	> 99.9%
Memory size	321.3 KiB

Quantile statistics

Minimum	-49.253
5-th percentile	-20.24
Q1	-12.816
median	-9.257
Q3	-6.37425
95-th percentile	-3.81725
Maximum	3.744
Range	52.997
Interquartile range (IQR)	6.44175

Descriptive statistics

Standard deviation	5.3116258
Coefficient of variation (CV)	-0.519651
Kurtosis	3.3100306
Mean	-10.221525
Median Absolute Deviation (MAD)	3.144
Skewness	-1.4151087
Sum	-420166.02
Variance	28.213369
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-8.142	15	< 0.1%
-17.135	12	< 0.1%
-6.293	12	< 0.1%
-7.346	12	< 0.1%
-9.037	12	< 0.1%
-9.174	11	< 0.1%
-6.012	11	< 0.1%
-8.264	11	< 0.1%
-10.728	11	< 0.1%
-9.309	11	< 0.1%
Other values (16150)	40988	99.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-49.253	1	< 0.1%
-47.327	1	< 0.1%
-46.655	1	< 0.1%
-44.347	1	< 0.1%
-43.989	1	< 0.1%
-43.178	1	< 0.1%
-43.06	1	< 0.1%
-42.959	1	< 0.1%
-42.66	1	< 0.1%
-41.643	1	< 0.1%

Value	Count	Frequency (%)
3.744	1	< 0.1%
2.291	1	< 0.1%
1.963	1	< 0.1%
1.137	1	< 0.1%
0.878	1	< 0.1%
0.45	1	< 0.1%
-0.149	1	< 0.1%
-0.155	1	< 0.1%
-0.223	1	< 0.1%
-0.296	1	< 0.1%

mode
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	321.3 KiB

1	28501
0	12605

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	41106
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
1	28501	69.3%
0	12605	30.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	28501	69.3%
0	12605	30.7%

Most occurring characters

Value	Count	Frequency (%)
1	28501	69.3%
0	12605	30.7%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	41106	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	28501	69.3%
0	12605	30.7%

Most occurring scripts

Value	Count	Frequency (%)
Common	41106	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	28501	69.3%
0	12605	30.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	41106	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	28501	69.3%
0	12605	30.7%

speechiness
Real number (ℝ)

Distinct	1346
Distinct (%)	3.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.072960458

Minimum	0
Maximum	0.96
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	321.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0.0277
Q1	0.0337
median	0.0434
Q3	0.0698
95-th percentile	0.239
Maximum	0.96
Range	0.96
Interquartile range (IQR)	0.0361

Descriptive statistics

Standard deviation	0.086111672
Coefficient of variation (CV)	1.1802512
Kurtosis	29.967468
Mean	0.072960458
Median Absolute Deviation (MAD)	0.0124
Skewness	4.5733761
Sum	2999.1126
Variance	0.00741522
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0331	170	0.4%
0.0295	167	0.4%
0.0298	163	0.4%
0.0339	161	0.4%
0.033	158	0.4%
0.029	155	0.4%
0.0307	155	0.4%
0.0344	155	0.4%
0.0306	154	0.4%
0.0294	154	0.4%
Other values (1336)	39514	96.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.022	1	< 0.1%
0.0221	1	< 0.1%
0.0223	1	< 0.1%
0.0224	4	< 0.1%
0.0225	3	< 0.1%
0.0226	1	< 0.1%
0.0227	2	< 0.1%
0.0228	5	< 0.1%
0.0229	2	< 0.1%

Value	Count	Frequency (%)
0.96	1	< 0.1%
0.957	1	< 0.1%
0.956	1	< 0.1%
0.955	1	< 0.1%
0.954	1	< 0.1%
0.952	2	< 0.1%
0.951	1	< 0.1%
0.95	3	< 0.1%
0.949	1	< 0.1%
0.948	2	< 0.1%

acousticness
Real number (ℝ)

Distinct	4194
Distinct (%)	10.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.36419744

Minimum	0
Maximum	0.996
Zeros	8
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	321.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0.000309
Q1	0.0394
median	0.258
Q3	0.676
95-th percentile	0.959
Maximum	0.996
Range	0.996
Interquartile range (IQR)	0.6366

Descriptive statistics

Standard deviation	0.33891296
Coefficient of variation (CV)	0.93057479
Kurtosis	-1.2425007
Mean	0.36419744
Median Absolute Deviation (MAD)	0.24847
Skewness	0.49336049
Sum	14970.7
Variance	0.11486199
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.995	112	0.3%
0.994	95	0.2%
0.992	86	0.2%
0.993	86	0.2%
0.99	80	0.2%
0.991	72	0.2%
0.989	70	0.2%
0.98	67	0.2%
0.984	66	0.2%
0.102	66	0.2%
Other values (4184)	40306	98.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	8	< 0.1%
1.01 × 10^-6	1	< 0.1%
1.03 × 10^-6	2	< 0.1%
1.04 × 10^-6	1	< 0.1%
1.05 × 10^-6	1	< 0.1%
1.06 × 10^-6	1	< 0.1%
1.08 × 10^-6	2	< 0.1%
1.11 × 10^-6	2	< 0.1%
1.12 × 10^-6	1	< 0.1%
1.13 × 10^-6	1	< 0.1%

Value	Count	Frequency (%)
0.996	32	0.1%
0.995	112	0.3%
0.994	95	0.2%
0.993	86	0.2%
0.992	86	0.2%
0.991	72	0.2%
0.99	80	0.2%
0.989	70	0.2%
0.988	53	0.1%
0.987	54	0.1%

instrumentalness
Real number (ℝ)

Distinct	5122
Distinct (%)	12.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.1544161

Minimum	0
Maximum	1
Zeros	11709
Zeros (%)	28.5%
Negative	0
Negative (%)	0.0%
Memory size	321.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.00012
Q3	0.06125
95-th percentile	0.898
Maximum	1
Range	1
Interquartile range (IQR)	0.06125

Descriptive statistics

Standard deviation	0.30353008
Coefficient of variation (CV)	1.9656634
Kurtosis	1.3480587
Mean	0.1544161
Median Absolute Deviation (MAD)	0.00012
Skewness	1.7452773
Sum	6347.4283
Variance	0.09213051
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	11709	28.5%
0.893	43	0.1%
0.907	43	0.1%
0.902	42	0.1%
0.915	40	0.1%
0.908	40	0.1%
0.903	39	0.1%
0.896	39	0.1%
0.926	38	0.1%
0.91	38	0.1%
Other values (5112)	29035	70.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	11709	28.5%
1 × 10^-6	7	< 0.1%
1.01 × 10^-6	24	0.1%
1.02 × 10^-6	15	< 0.1%
1.03 × 10^-6	19	< 0.1%
1.04 × 10^-6	9	< 0.1%
1.05 × 10^-6	13	< 0.1%
1.06 × 10^-6	14	< 0.1%
1.07 × 10^-6	13	< 0.1%
1.08 × 10^-6	15	< 0.1%

Value	Count	Frequency (%)
1	1	< 0.1%
0.999	4	< 0.1%
0.998	3	< 0.1%
0.997	1	< 0.1%
0.995	2	< 0.1%
0.994	1	< 0.1%
0.993	6	< 0.1%
0.992	2	< 0.1%
0.991	3	< 0.1%
0.99	4	< 0.1%

liveness
Real number (ℝ)

Distinct	1674
Distinct (%)	4.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.20153462

Minimum	0.013
Maximum	0.999
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	321.3 KiB

Quantile statistics

Minimum	0.013
5-th percentile	0.054725
Q1	0.094
median	0.132
Q3	0.261
95-th percentile	0.597
Maximum	0.999
Range	0.986
Interquartile range (IQR)	0.167

Descriptive statistics

Standard deviation	0.17295927
Coefficient of variation (CV)	0.85821121
Kurtosis	4.925329
Mean	0.20153462
Median Absolute Deviation (MAD)	0.0549
Skewness	2.1238183
Sum	8284.2822
Variance	0.02991491
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.111	395	1.0%
0.11	373	0.9%
0.107	363	0.9%
0.106	349	0.8%
0.104	346	0.8%
0.108	343	0.8%
0.109	341	0.8%
0.105	335	0.8%
0.114	331	0.8%
0.112	330	0.8%
Other values (1664)	37600	91.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.013	1	< 0.1%
0.0136	1	< 0.1%
0.0146	2	< 0.1%
0.015	1	< 0.1%
0.0166	1	< 0.1%
0.0167	1	< 0.1%
0.0169	1	< 0.1%
0.0184	1	< 0.1%
0.0186	1	< 0.1%
0.0189	1	< 0.1%

Value	Count	Frequency (%)
0.999	1	< 0.1%
0.997	1	< 0.1%
0.993	1	< 0.1%
0.992	1	< 0.1%
0.99	2	< 0.1%
0.989	4	< 0.1%
0.988	2	< 0.1%
0.987	3	< 0.1%
0.986	1	< 0.1%
0.985	3	< 0.1%

valence
Real number (ℝ)

Distinct	1609
Distinct (%)	3.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.54244037

Minimum	0
Maximum	0.996
Zeros	14
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	321.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0.08015
Q1	0.33
median	0.558
Q3	0.768
95-th percentile	0.945
Maximum	0.996
Range	0.996
Interquartile range (IQR)	0.438

Descriptive statistics

Standard deviation	0.26732894
Coefficient of variation (CV)	0.49282641
Kurtosis	-1.051565
Mean	0.54244037
Median Absolute Deviation (MAD)	0.218
Skewness	-0.17974501
Sum	22297.554
Variance	0.071464761
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.961	217	0.5%
0.962	167	0.4%
0.963	165	0.4%
0.964	145	0.4%
0.96	137	0.3%
0.965	117	0.3%
0.966	90	0.2%
0.967	82	0.2%
0.763	75	0.2%
0.594	72	0.2%
Other values (1599)	39839	96.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	14	< 0.1%
1 × 10^-5	10	< 0.1%
0.00336	1	< 0.1%
0.00364	1	< 0.1%
0.00457	1	< 0.1%
0.00516	1	< 0.1%
0.00953	1	< 0.1%
0.0113	1	< 0.1%
0.013	1	< 0.1%
0.0144	1	< 0.1%

Value	Count	Frequency (%)
0.996	1	< 0.1%
0.993	1	< 0.1%
0.991	2	< 0.1%
0.99	2	< 0.1%
0.988	1	< 0.1%
0.986	1	< 0.1%
0.985	1	< 0.1%
0.984	4	< 0.1%
0.983	6	< 0.1%
0.982	4	< 0.1%

tempo
Real number (ℝ)

Distinct	32152
Distinct (%)	78.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	119.33825

Minimum	0
Maximum	241.423
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	321.3 KiB

Quantile statistics

Minimum	0
5-th percentile	77.391
Q1	97.397
median	117.565
Q3	136.494
95-th percentile	174.359
Maximum	241.423
Range	241.423
Interquartile range (IQR)	39.097

Descriptive statistics

Standard deviation	29.098845
Coefficient of variation (CV)	0.24383503
Kurtosis	-0.059152308
Mean	119.33825
Median Absolute Deviation (MAD)	19.6275
Skewness	0.48527837
Sum	4905518.1
Variance	846.7428
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
119.993	15	< 0.1%
142.187	12	< 0.1%
119.987	12	< 0.1%
119.999	10	< 0.1%
119.961	9	< 0.1%
129.988	9	< 0.1%
94.997	9	< 0.1%
100.005	8	< 0.1%
100.017	8	< 0.1%
120.012	8	< 0.1%
Other values (32142)	41006	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
31.988	1	< 0.1%
32.435	1	< 0.1%
34.333	1	< 0.1%
34.496	1	< 0.1%
34.535	1	< 0.1%
35.732	1	< 0.1%
36.52	1	< 0.1%
37.114	1	< 0.1%
39.002	1	< 0.1%

Value	Count	Frequency (%)
241.423	1	< 0.1%
241.009	1	< 0.1%
233.429	1	< 0.1%
217.943	1	< 0.1%
217.872	1	< 0.1%
217.396	1	< 0.1%
214.848	2	< 0.1%
214.121	1	< 0.1%
213.233	1	< 0.1%
212.9	1	< 0.1%

duration_ms
Real number (ℝ)

Distinct	21517
Distinct (%)	52.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	234877.55

Minimum	15168
Maximum	4170227
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	321.3 KiB

Quantile statistics

Minimum	15168
5-th percentile	120673.5
Q1	172927.75
median	217907
Q3	266773
95-th percentile	402224
Maximum	4170227
Range	4155059
Interquartile range (IQR)	93845.25

Descriptive statistics

Standard deviation	118967.4
Coefficient of variation (CV)	0.50650817
Kurtosis	122.19412
Mean	234877.55
Median Absolute Deviation (MAD)	46720
Skewness	6.8206745
Sum	9.6548766 × 10⁹
Variance	1.4153242 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
321853	12	< 0.1%
192000	12	< 0.1%
196000	12	< 0.1%
240000	12	< 0.1%
228867	11	< 0.1%
208000	11	< 0.1%
180000	11	< 0.1%
238267	11	< 0.1%
209000	11	< 0.1%
176000	11	< 0.1%
Other values (21507)	40992	99.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
15168	1	< 0.1%
15629	1	< 0.1%
15920	1	< 0.1%
19533	1	< 0.1%
20493	1	< 0.1%
20573	1	< 0.1%
21587	1	< 0.1%
21950	1	< 0.1%
22215	1	< 0.1%
22957	1	< 0.1%

Value	Count	Frequency (%)
4170227	1	< 0.1%
3816373	1	< 0.1%
3791480	1	< 0.1%
3391040	1	< 0.1%
2685093	1	< 0.1%
2623952	1	< 0.1%
2516987	1	< 0.1%
2223827	1	< 0.1%
2159427	1	< 0.1%
2104347	1	< 0.1%

time_signature
Categorical

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	321.3 KiB

4	36297
3	3840
5	595
1	371
0	3

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	41106
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	4
2nd row	4
3rd row	3
4th row	4
5th row	3

Common Values

Value	Count	Frequency (%)
4	36297	88.3%
3	3840	9.3%
5	595	1.4%
1	371	0.9%
0	3	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
4	36297	88.3%
3	3840	9.3%
5	595	1.4%
1	371	0.9%
0	3	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
4	36297	88.3%
3	3840	9.3%
5	595	1.4%
1	371	0.9%
0	3	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	41106	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
4	36297	88.3%
3	3840	9.3%
5	595	1.4%
1	371	0.9%
0	3	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	41106	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
4	36297	88.3%
3	3840	9.3%
5	595	1.4%
1	371	0.9%
0	3	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	41106	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
4	36297	88.3%
3	3840	9.3%
5	595	1.4%
1	371	0.9%
0	3	< 0.1%

chorus_hit
Real number (ℝ)

Distinct	39950
Distinct (%)	97.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	40.106041

Minimum	0
Maximum	433.182
Zeros	157
Zeros (%)	0.4%
Negative	0
Negative (%)	0.0%
Memory size	321.3 KiB

Quantile statistics

Minimum	0
5-th percentile	19.663528
Q1	27.599792
median	35.850795
Q3	47.625615
95-th percentile	75.633672
Maximum	433.182
Range	433.182
Interquartile range (IQR)	20.025822

Descriptive statistics

Standard deviation	19.005515
Coefficient of variation (CV)	0.4738816
Kurtosis	12.435734
Mean	40.106041
Median Absolute Deviation (MAD)	9.525285
Skewness	2.2153385
Sum	1648598.9
Variance	361.2096
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	157	0.4%
60.94077	12	< 0.1%
58.49512	8	< 0.1%
97.5751	6	< 0.1%
26.76235	5	< 0.1%
30.50348	5	< 0.1%
19.88463	5	< 0.1%
24.04446	3	< 0.1%
31.43593	3	< 0.1%
55.32422	3	< 0.1%
Other values (39940)	40899	99.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	157	0.4%
4.14117	1	< 0.1%
4.1643	1	< 0.1%
4.51267	1	< 0.1%
4.98552	1	< 0.1%
5.28582	1	< 0.1%
5.33464	1	< 0.1%
5.37369	1	< 0.1%
5.38553	1	< 0.1%
5.51701	1	< 0.1%

Value	Count	Frequency (%)
433.182	1	< 0.1%
262.6154	1	< 0.1%
235.61008	1	< 0.1%
235.06074	1	< 0.1%
224.07663	1	< 0.1%
220.48609	1	< 0.1%
220.0245	1	< 0.1%
219.63624	1	< 0.1%
213.15499	1	< 0.1%
208.48624	1	< 0.1%

sections
Real number (ℝ)

Distinct	84
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10.475673

Minimum	0
Maximum	169
Zeros	15
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	321.3 KiB

Quantile statistics

Minimum	0
5-th percentile	5
Q1	8
median	10
Q3	12
95-th percentile	17
Maximum	169
Range	169
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	4.8718505
Coefficient of variation (CV)	0.46506326
Kurtosis	105.87548
Mean	10.475673
Median Absolute Deviation (MAD)	2
Skewness	6.0535885
Sum	430613
Variance	23.734927
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
9	5583	13.6%
10	5275	12.8%
8	4888	11.9%
11	4521	11.0%
7	3710	9.0%
12	3609	8.8%
13	2536	6.2%
6	2327	5.7%
14	1753	4.3%
5	1260	3.1%
Other values (74)	5644	13.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	15	< 0.1%
1	11	< 0.1%
2	131	0.3%
3	333	0.8%
4	660	1.6%
5	1260	3.1%
6	2327	5.7%
7	3710	9.0%
8	4888	11.9%
9	5583	13.6%

Value	Count	Frequency (%)
169	1	< 0.1%
159	1	< 0.1%
145	1	< 0.1%
130	1	< 0.1%
109	1	< 0.1%
101	1	< 0.1%
97	1	< 0.1%
89	1	< 0.1%
88	1	< 0.1%
82	1	< 0.1%

target
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	321.3 KiB

0	20553
1	20553

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	41106
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	1
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	20553	50.0%
1	20553	50.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	20553	50.0%
1	20553	50.0%

Most occurring characters

Value	Count	Frequency (%)
0	20553	50.0%
1	20553	50.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	41106	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	20553	50.0%
1	20553	50.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	41106	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	20553	50.0%
1	20553	50.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	41106	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	20553	50.0%
1	20553	50.0%

decade
Real number (ℝ)

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1982.7753

Minimum	1960
Maximum	2010
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	321.3 KiB

Quantile statistics

Minimum	1960
5-th percentile	1960
Q1	1970
median	1980
Q3	2000
95-th percentile	2010
Maximum	2010
Range	50
Interquartile range (IQR)	30

Descriptive statistics

Standard deviation	17.491234
Coefficient of variation (CV)	0.0088215918
Kurtosis	-1.2899609
Mean	1982.7753
Median Absolute Deviation (MAD)	20
Skewness	0.19439326
Sum	81503960
Variance	305.94326
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
1960	8642	21.0%
1970	7766	18.9%
1980	6908	16.8%
2010	6398	15.6%
2000	5872	14.3%
1990	5520	13.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1960	8642	21.0%
1970	7766	18.9%
1980	6908	16.8%
1990	5520	13.4%
2000	5872	14.3%
2010	6398	15.6%

Value	Count	Frequency (%)
2010	6398	15.6%
2000	5872	14.3%
1990	5520	13.4%
1980	6908	16.8%
1970	7766	18.9%
1960	8642	21.0%

Auto

Heatmap
Table

	danceability	energy	key	loudness	speechiness	acousticness	instrumentalness	liveness	valence	tempo	duration_ms	chorus_hit	sections	decade	mode	time_signature	target
danceability	1.000	0.164	0.015	0.193	0.126	-0.177	-0.259	-0.151	0.534	-0.045	0.039	-0.023	0.031	0.144	0.092	0.149	0.346
energy	0.164	1.000	0.022	0.756	0.314	-0.704	-0.112	0.125	0.302	0.225	0.117	-0.001	0.035	0.344	0.049	0.160	0.341
key	0.015	0.022	1.000	0.011	0.034	-0.026	-0.004	-0.003	0.005	0.002	0.019	0.008	0.006	0.019	0.235	0.019	0.053
loudness	0.193	0.756	0.011	1.000	0.175	-0.546	-0.327	0.082	0.173	0.152	0.058	-0.011	0.000	0.423	0.037	0.125	0.297
speechiness	0.126	0.314	0.034	0.175	1.000	-0.207	-0.024	0.087	0.041	0.098	0.036	0.008	-0.007	0.216	0.058	0.059	0.081
acousticness	-0.177	-0.704	-0.026	-0.546	-0.207	1.000	0.060	-0.017	-0.115	-0.191	-0.225	-0.009	-0.119	-0.435	0.069	0.147	0.325
instrumentalness	-0.259	-0.112	-0.004	-0.327	-0.024	0.060	1.000	-0.052	-0.229	-0.033	0.123	0.044	0.082	-0.043	0.077	0.064	0.417
liveness	-0.151	0.125	-0.003	0.082	0.087	-0.017	-0.052	1.000	-0.030	0.020	-0.068	0.018	-0.065	-0.040	0.017	0.008	0.053
valence	0.534	0.302	0.005	0.173	0.041	-0.115	-0.229	-0.030	1.000	0.110	-0.171	-0.044	-0.103	-0.185	0.048	0.125	0.281
tempo	-0.045	0.225	0.002	0.152	0.098	-0.191	-0.033	0.020	0.110	1.000	0.006	-0.047	0.074	0.076	0.029	0.297	0.100
duration_ms	0.039	0.117	0.019	0.058	0.036	-0.225	0.123	-0.068	-0.171	0.006	1.000	0.075	0.785	0.315	0.054	0.021	0.142
chorus_hit	-0.023	-0.001	0.008	-0.011	0.008	-0.009	0.044	0.018	-0.044	-0.047	0.075	1.000	-0.161	0.026	0.021	0.028	0.056
sections	0.031	0.035	0.006	0.000	-0.007	-0.119	0.082	-0.065	-0.103	0.074	0.785	-0.161	1.000	0.184	0.049	0.023	0.152
decade	0.144	0.344	0.019	0.423	0.216	-0.435	-0.043	-0.040	-0.185	0.076	0.315	0.026	0.184	1.000	0.090	0.068	0.000
mode	0.092	0.049	0.235	0.037	0.058	0.069	0.077	0.017	0.048	0.029	0.054	0.021	0.049	0.090	1.000	0.013	0.079
time_signature	0.149	0.160	0.019	0.125	0.059	0.147	0.064	0.008	0.125	0.297	0.021	0.028	0.023	0.068	0.013	1.000	0.155
target	0.346	0.341	0.053	0.297	0.081	0.325	0.417	0.053	0.281	0.100	0.142	0.056	0.152	0.000	0.079	0.155	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	track	artist	uri	danceability	energy	key	loudness	mode	speechiness	acousticness	instrumentalness	liveness	valence	tempo	duration_ms	time_signature	chorus_hit	sections	target	decade
0	Nachtlager N. Granada - The Lower Castle Yard	Traditional	spotify:track:16BjtTPPOnzv83TQWrnQQf	0.530	0.592	10	-16.461	1	0.0366	0.942000	0.933000	0.3930	0.9160	148.098	83400	4	21.26378	6	0	1970
1	How's It Going To Be	Third Eye Blind	spotify:track:3Uvx1TO0Kg5HgGPk58lHXv	0.562	0.593	5	-9.362	1	0.0263	0.003270	0.001390	0.0967	0.5740	80.289	253413	4	22.58257	8	1	1990
2	Heavenly Perverse	Dimmu Borgir	spotify:track:1J1Z0XIL18hClKmm5T5ytO	0.138	0.981	4	-3.797	1	0.1160	0.000016	0.814000	0.0703	0.0399	97.579	392813	3	19.71308	15	0	2000
3	Era um Garoto Que Como Eu Amava os Beatles e os Rolling Stones (C'era un ragazzo)	Os Incríveis	spotify:track:0mrP69xWBmlnixuVLFqCSl	0.536	0.713	4	-9.203	1	0.0679	0.251000	0.000000	0.9480	0.7720	128.594	209947	4	66.80246	8	0	1970
4	Clavel Sevillano	Javier Solís	spotify:track:15fxd1I7i8BFsZhKwoKANr	0.296	0.462	0	-9.521	1	0.0362	0.782000	0.000000	0.6320	0.4430	141.942	226000	3	36.35407	8	0	1960
5	Amen	Harry Belafonte	spotify:track:3Whq6dcW9vnRVEGI1hgzEr	0.369	0.343	7	-10.844	1	0.0425	0.380000	0.000000	0.4490	0.3880	95.744	184080	3	56.88143	7	0	1960
6	Make You Rock (Bonus Track) - 4.0 Version	Monica Naranjo	spotify:track:3fcPLa6nqrA6yBg6FJXtck	0.563	0.797	5	-6.291	0	0.0662	0.002040	0.000008	0.1300	0.2640	123.035	225493	4	50.96562	8	0	1990
7	Throw That Metal	I Heart Hiroshima	spotify:track:3tRtvuCmTOdx2dnqZjl6kH	0.566	0.664	2	-4.303	1	0.0369	0.156000	0.000033	0.3250	0.9440	148.606	171520	1	55.70141	8	0	2000
8	Get Up And Boogie (That's Right)	Silver Convention	spotify:track:6kkHnD5hJK75kHRRR2zUJG	0.801	0.545	7	-14.876	1	0.0306	0.119000	0.001940	0.0790	0.9660	104.989	170067	4	34.29962	8	1	1970
9	La Entrega	Javier Solís	spotify:track:6d0wPn4Wwvy0a4tClmA6El	0.205	0.365	2	-13.197	1	0.0379	0.632000	0.000000	0.1520	0.5890	178.098	169800	4	42.85187	8	0	1960

	track	artist	uri	danceability	energy	key	loudness	mode	speechiness	acousticness	instrumentalness	liveness	valence	tempo	duration_ms	time_signature	chorus_hit	sections	target	decade
41096	E Lucevan Le Stelle - Instrumental	Mělník Philharmonic Orchestra	spotify:track:2QDp4b9Gjk9FxpklHEoVIy	0.0934	0.188	10	-16.340	0	0.0399	0.940000	0.903000	0.1160	0.0703	85.711	142339	3	28.01194	8	0	2010
41097	We Gotta Fight	Sham 69	spotify:track:6xJ4fg5YO673fmqJ05Jtpa	0.2020	0.906	11	-6.319	0	0.1070	0.000216	0.314000	0.8610	0.5550	181.870	108200	4	53.59378	6	0	1970
41098	Chipsy Piano	Claude Larson	spotify:track:6c3vym97dJnkUhclAjmDI8	0.7090	0.883	5	-13.533	1	0.0655	0.817000	0.746000	0.0907	0.8440	105.961	34107	4	0.00000	2	0	1980
41099	Natural's Not In It	Gang Of Four	spotify:track:7zGcnkHnMpileiI0H0aIgc	0.7630	0.840	0	-6.974	1	0.2880	0.040100	0.065200	0.0199	0.8950	161.340	186760	4	24.88276	8	0	2010
41100	Gone Too Far	Eddie Rabbitt	spotify:track:648Ur5jhWSW43QuI2qXeII	0.7870	0.625	7	-13.297	1	0.0321	0.422000	0.000000	0.1940	0.9380	131.620	203773	4	45.84043	9	1	1980
41101	Always Together	Al Martino	spotify:track:146vkvsbGH7xQYRKjAYEhG	0.2810	0.272	8	-12.982	1	0.0310	0.735000	0.002450	0.2410	0.3580	105.912	158000	4	19.57412	8	1	1960
41102	Walk Away From Love	David Ruffin	spotify:track:5cAGsX0EzCqKuQr7nui6T7	0.6200	0.804	10	-7.606	1	0.0937	0.248000	0.000011	0.2130	0.7760	102.265	328920	4	27.88281	16	1	1970
41103	Doing The Funk	C. Da Afro	spotify:track:0XIkVkScOkBHUH139SjaWz	0.7830	0.813	0	-4.538	1	0.0445	0.020800	0.775000	0.1030	0.6660	101.995	381176	4	98.84256	10	0	2010
41104	Long Live Love	Sandie Shaw	spotify:track:7007XzDvqzxH3pl84LkS9z	0.5340	0.468	0	-8.760	1	0.0571	0.599000	0.000000	0.2370	0.8980	151.580	162133	4	35.69243	10	1	1960
41105	Rocket Man	Elton John	spotify:track:3gdewACMIVMEWVbyb8O9sY	0.6010	0.532	10	-9.119	1	0.0286	0.432000	0.000006	0.0925	0.3410	136.571	281613	4	56.67109	11	1	1970

Overview

Variables

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Lowercase Letter

Uppercase Letter

Other Punctuation

Nonspacing Mark

Decimal Number

Dash Punctuation

Math Symbol

Open Punctuation

Close Punctuation

Final Punctuation

Modifier Symbol

Other Symbol

Modifier Letter

Space Separator

Currency Symbol

Connector Punctuation

Initial Punctuation

Control

Most occurring scripts

Most frequent character per script

Latin

Common

Han

Thai

Cyrillic

Hebrew

Katakana

Hiragana

Inherited

Most occurring blocks

Most frequent character per block

ASCII

None

Hebrew

Punctuation

Thai

Cyrillic

Katakana

Hiragana

CJK

Diacriticals

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Other Letter

Other Punctuation

Decimal Number

Close Punctuation

Open Punctuation

Space Separator

Dash Punctuation

Currency Symbol

Math Symbol

Modifier Letter

Final Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Katakana

Han

Most occurring blocks

Most frequent character per block

ASCII

None

CJK

Katakana

Punctuation